Data Mining and Statistics for Decision Making by Stéphane Tufféry
Data Mining and Statistics for Decision Making by Stéphane Tufféry PDF, ePub eBook D0wnl0ad
Data mining is the process of automatically searching large volumes of data for models and patterns using computational techniques from statistics, machine learning and information theory; it is the ideal tool for such an extraction of knowledge. Data mining is usually associated with a business or an organization's need to identify trends and profiles, allowing, for example, retailers to discover patterns on which to base marketing objectives.This book looks at both classical and recent techniques of data mining, such as clustering, discriminant analysis, logistic regression, generalized linear models, regularized regression, PLS regression, decision trees, neural networks, support vector machines, Vapnik theory, naive Bayesian classifier, ensemble learning and detection of association rules. They are discussed along with illustrative examples throughout the book to explain the theory of these methods, as well as their strengths and limitations.
Key Features:
- Presents a comprehensive introduction to all techniques used in data mining and statistical learning, from classical to latest techniques.
- Starts from basic principles up to advanced concepts.
- Includes many step-by-step examples with the main software (R, SAS, IBM SPSS) as well as a thorough discussion and comparison of those software.
- Gives practical tips for data mining implementation to solve real world problems.
- Looks at a range of tools and applications, such as association rules, web mining and text mining, with a special focus on credit scoring.
- Supported by an accompanying website hosting datasets and user analysis.
Statisticians and business intelligence analysts, students as well as computer science, biology, marketing and financial risk professionals in both commercial and government organizations across all business and industry sectors will benefit from this book.
From reader reviews:
Marlene Turner:
Do you really one of the book lovers? If yes, do you ever feeling doubt if you find yourself in the book store? Try and pick one book that you find out the inside because don't ascertain book by its protect may doesn't work at this point is difficult job because you are frightened that the inside maybe not while fantastic as in the outside seem likes. Maybe you answer could be Data Mining and Statistics for Decision Making why because the fantastic cover that make you consider about the content will not disappoint you. The inside or content is usually fantastic as the outside as well as cover. Your reading sixth sense will directly make suggestions to pick up this book.
Lisa Knight:
Reading a book for being new life style in this season; every people loves to go through a book. When you go through a book you can get a great deal of benefit. When you read publications, you can improve your knowledge, since book has a lot of information on it. The information that you will get depend on what kinds of book that you have read. In order to get information about your review, you can read education books, but if you want to entertain yourself look for a fiction books, these us novel, comics, and soon. The Data Mining and Statistics for Decision Making will give you new experience in reading through a book.
Mohammed Strohl:
Is it a person who having spare time in that case spend it whole day through watching television programs or just resting on the bed? Do you need something new? This Data Mining and Statistics for Decision Making can be the response, oh how comes? The new book you know. You are consequently out of date, spending your spare time by reading in this new era is common not a geek activity. So what these publications have than the others?
Read Data Mining and Statistics for Decision Making by Stéphane Tufféry for online ebook
Data Mining and Statistics for Decision Making by Stéphane Tufféry Free PDF d0wnl0ad, audio books, books to read, good books to read, cheap books, good books, online books, books online, book reviews epub, read books online, books to read online, online library, greatbooks to read, PDF best books to read, top books to read Data Mining and Statistics for Decision Making by Stéphane Tufféry books to read online.
Tidak ada komentar:
Posting Komentar